ONTO for Enterprise — Verify AI Quality Across Your Organization
Your company deploys AI across legal, finance, healthcare, HR, and operations. Your AI vendor promises quality — but you have no instrument to measure it. ONTO is the discipline standard that grades every AI response A–F with Ed25519 cryptographic proof chain. One proxy integration, 5 minutes, any vendor's AI.
The problem enterprises face today
97% of enterprise AI responses cite zero sources. No model produces calibrated confidence. Legal departments risk sanctions from fabricated case law. Finance teams make decisions on AI output without confidence intervals. Compliance officers cannot audit AI-driven decisions. The risk is not theoretical — lawyers have already been sanctioned for filing AI-fabricated citations in court.
How ONTO solves it
ONTO works as a proxy layer between your team and any AI provider. Every response is scored on six deterministic metrics: source citation, confidence calibration, unknown recognition, counterarguments, falsifiability, and evidence grading. Scoring uses 1073 lines of code with zero AI in evaluation — same input, same score, every time. Result: 0.18/F without ONTO, 0.82/A with ONTO on the same model and same question.
Two enterprise deployments from one standard
Agent (Enterprise deployment): A–F grading dashboard, Ed25519 proof chain, compliance-ready audit trail. Works with any vendor's AI via proxy. Human AI (Mode A retrofit deployment): full cognitive architecture R1–R18 — epistemic discipline plus advanced capabilities including disciplined creativity, causal reasoning, and domain specialization. Both powered by GOLD Core — 169 files, 7 scientific domains, injected at inference time. The third deployment (Regulator) serves governments.
Enterprise deployment
One URL change in your AI configuration. No code rewrite, no vendor change, no IT project. One integration covers the entire organization. Dashboard shows A–F trends across all departments and all AI tools. Every response cryptographically signed and auditable.
Compliance and regulation
EU AI Act fines: up to €35M for prohibited violations, €15M for high-risk, €7.5M for misleading information. ONTO provides the auditable evidence for compliance — specifically Articles 9 (risk management), 13 (transparency), and 15 (accuracy). Every evaluation signed with Ed25519, creating tamper-evident audit trail.
Enterprise pricing
14-day pilot evaluation with full access. OPEN: $0, 10 calls/day. STANDARD: $2,500/month, 1,000 calls/day, dashboard, proof chain. PROVIDER: $250,000/year, unlimited, SSE delivery, on-premise option. WHITE-LABEL: $500,000/year, unlimited, own branding.
Published evidence
22+ models tested. 12 published reports. Composite score improvement: 10×. Unknown recognition: 26× improvement. All data reproducible at github.com/nickarstrong/onto-research.
Data privacy
Zero content retention. ONTO does not store prompts or responses. Only metadata processed: token counts, scores, timestamps, cryptographic hashes. Provider tier: on-premise deployment, zero data leaves your perimeter.